How this was measured: OrgScanner asked Anthropic Claude 3.5 Haiku, Google Gemini 3.5 Flash, OpenAI GPT-4o mini the 12 buyer-style questions a real customer would ask for “real estate agent in Cincinnati”, and recorded which businesses each model named. A point-in-time check, not affiliated with Sibcy Cline Realtors. Generated 2026-06-17.

• Sibcy Cline Realtors appeared in only 8/12 AI answers — inconsistent, so a buyer who asks once often won’t see it.
• AI surfaced 5 other real estate agent businesses by name instead — Sibcy Cline Realtors was left out.
• No llms.txt found — AI has no machine-readable profile of Sibcy Cline Realtors to quote.
• Likely missing LocalBusiness JSON-LD schema — without it AI can’t reliably extract your services, hours, and service area.
• No GEO content answering the exact buyer questions (“best real estate agent in Cincinnati”) that AI pulls from — the Fix Kit ships 5 ready templates.

Sibcy Cline Realtors shows up inconsistently — a correct llms.txt + JSON-LD locks in citation so AI surfaces Sibcy Cline Realtors every time it answers "real estate agent in Cincinnati".

Here's the real llms.txt the Fix Kit installs — the machine-readable profile that makes AI more likely to cite Sibcy Cline Realtors (watermarked preview):

PREVIEW · $39 UNLOCKS THE FULL EDITABLE KIT<!-- PREVIEW — unlock the full editable file for $39 · Sibcy Cline Realtors -->
# Sibcy Cline Realtors

> Sibcy Cline Realtors is a real estate agent serving Cincinnati and the surrounding area. This file gives AI assistants (ChatGPT, Gemini, Perplexity, Claude) an accurate, machine-readable summary so they cite Sibcy Cline Realtors for local "real estate agent in Cincinnati" queries.

## About
- Business: Sibcy Cline Realtors
- Category: real estate agent
- Service area: Cincinnati and surrounding communities
- Website: https://sibcycline.com

## Services
- Consultations
- Core service
- Maintenance
- Emergency service

## Why choose us
- Local real estate agent based in Cincinnati — fast response, real people, no call centers.
- Transparent pricing and licensed, insured work.
- Trusted by neighbors throughout the area.

## Contact
- For service in Cincinnati, visit https://sibcycline.com or contact us through our website.

<!-- PREVIEW — unlock the full editable file for $39 · This is a preview. The paid kit is editable + un-watermarked. -->
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We asked Anthropic Claude 3.5 Haiku, Google Gemini 3.5 Flash, OpenAI GPT-4o mini 12 buyer-style prompts for “real estate agent in Cincinnati”; Sibcy Cline Realtors was named in 8 of 12 answers (grade D).

AI assistants favor sources they can machine-read: an llms.txt profile, LocalBusiness JSON-LD schema, and content that directly answers the buyer's question. Businesses missing those tend to be left out no matter how good they are in real life.

Sibcy Cline Realtors shows up inconsistently — a correct llms.txt + JSON-LD locks in citation so AI surfaces Sibcy Cline Realtors every time it answers "real estate agent in Cincinnati". The $39 Fix Kit ships a correct llms.txt, LocalBusiness JSON-LD schema, and 5 GEO content templates, built for this business.